{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#  Issue#156 Title ruins tight_layout\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily = pd.read_csv('../../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(2)\n",
    "daily.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.5a2'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = daily.iloc[40:110]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hhhviwgKAo0ePor6+Hk899VTSn5XszF57ezvOOeec2NDlfL7LMJvNOO+883Do0CF4vV7DvxtMt09msxnnnnsu/vGPf8BkMhmiT6Lt6fYpEong3HPPxZEjR6Aop1/Oeu5TtvZTMBjEF77wBRw5cgSRSMQQfcrmfrLZbJg+fToOHTqESCRiiD5lcz9ZLJbY72a/32+IPmVzP0X/dv39738HAEP0aej20ewns9mMadOmobW1FRaLJWd9OuOMM1KaekX6M3sDAwM4dOgQDh06hJaWFnz44Yf4wQ9+gAcffBCdnZ2YNGlS3OMtFgvGjRuHzs5O1ecMBAJJT3/6/f6EOXGiZ/qSPUc629Xm2vH7/XA4HPj+97+P2tpaAIMHTrLHRyKRpNvD4XDS6l5tez76NNxo+uRwOPCDH/wAtbW18Pv9huhTKttT7ZPD4cCKFSti+aTSdrXtsvRppO2p9snhcGD58uVJs9Frn4Ds7Sez2Rz73TP0+/Tcp2zup6G/m6NvFvTep2Qy7dPQfJL9/RS1XdY+DTWa/eRwOHDTTTep/l4WtT3dPqVCd/Psmc3mWHW7a9culJaWYvbs2bH7L730UpjNZrS0tGjVRCIiIiJpaHpmz+Vy4fzzz499PW3aNMyaNQvd3d3o6urC3Xffje3bt6OjowMTJkzArbfeiilTpuCFF14AMPg5+SuvvIKnn34aN998M2w2Gx5//HE8//zzHIlLREREBI2LvTlz5uDPf/5z7OuNGzcCAH7961/j5ptvxowZM3DDDTdgwoQJ6Orqwt69e3HxxRfHrg8AgOuuuw6PP/44XnvtNUQiEbz00kv48Y9/nO+ujIqiKOjs7Iy73opOYz5izEcdsxFjPmLMR4z5qJMtG2kGaGhJhrVxiYiIiNLBtXF1xGKxYP78+bBYLFo3RUrMR4z5qGM2YsxHjPmIMR91smXDYk8CVqsVy5YtixvKTacxHzHmo47ZiDEfMeYjxnzUyZYNiz0iIkqb0+lEXV0dnE6n1k0hohGw2CMiorQVFxejrq4OxcXFWjeFiEbAYk8CiqKgtbVVmlE7smE+YsxHHbMRYz5izEeM+aiTLRuOxgVH4xIRpWv8+PE4cuQIKisrY+uVE1F+cTSujlgsFtTU1Egzakc2zEeM+ahjNmLMR4z5iDEfdbJlw2JPAlarFTU1NdKM2pEN8xFjPuqYjRjzEWM+YsxHnWzZsNgjIiIiMjAWe0REREQGxmJPApFIBLt370YkEtG6KVJiPmLMRx2zEWM+YsxHjPmoky0bjsYFR+MSEaWLo3GJtMfRuDpis9mwdOlS2Gw2rZsiJeYjxnzUMRuxXOVjlNU1ePyIMR91smXDYk8CZrMZCxYsgNnM3ZEM8xFjPuqYjViu8jHK6ho8fsSYjzrZspGjFURERESUEyz2iIgoLS6XC6WlpQCA0tJSuFyulO4jIm2w2JNAKBRCc3MzQqGQ1k2REvMRYz7qmI1YJvm4XC60tbXB7XYDANxuN9ra2uByuYT3Renpej4eP2LMR51s2XA0Ljgal4goVdFRuMNVVlYCgOp90RG7HMVLlD0cjasjdrsdy5cvh91u17opUmI+YsxHHbMRYz5izEeM+aiTLRsWexIwmUyYMWMGTCaT1k2REvMRYz7qmI0Y8xFjPmLMR51s2bDYIyIiIjIwFntEREREBsZiTwKhUAhbt26VZtSObJiPGPNRx2zEmI8Y8xFjPupky4ajccHRuEREqeJoXCJ5cDSujtjtdqxZs0aaUTuyYT5izEcdsxFjPmLMR4z5qJMtGxZ7EjCZTCgrK5Nm1I5smI8Y81HHbMSYjxjzEWM+6mTLhsUeERFlhc/nQzAYjNsWDAbh8/k0atHoOJ1OfO1rX9PFah9EIiz2iIgoKzweDyoqKlBdXQ0AqK6uRkVFBTwej8YtS5/L5cJZZ52Fr33tazjrrLO4xi/pmlXrBtDgO99NmzYlvCOmQcxHjPmoYzZiucjH4/Ggp6cHANDT06PbQq+trQ02mw0AsGfPHgSDQd0WrrnC15c62bJhsSeBSCSCAwcOaN0MaTEfMeajjtmI5SqfgYEBNDY2YmBgIOvPnQ9FRUWxQi/KZrOhqKiIxd4QfH2pky0bfowrAYfDgcbGRjgcDq2bIiXmI8Z81DEbsVzl4/V60djYCK/Xm9XnJbnw9aVOtmxY7EmiqKhI6yZIjfmIMR91zEaM+dBo8PhRJ1M2LPaIiChlRhtxS1QIWOwREVHKjDTilqhQcLk0aL9cmslkwqRJk3Ds2DEoSsHvjgTMR4z5qGM2YqPJJ9Nlz/SwXJpoSThZ26wFvr7U5SsbLpemI4qioLe3ly8WFcxHjPmoYzZizEc+TqcTdXV1upjImcePOtmyYbEnAYfDgfXr10szakc2zEeM+ahjNmLMRz7FxcWoq6tDcXGx1k0ZEY8fdbJlw2KPiIiIyMBY7BEREREZGIs9IiLKC8XuguIsHfy/sxSKnevNEuUDR+NC+9G4wODn+36/X5OfrQfMR4z5qGM2Ypnmk+6oWsXuwsC6NjgdNqz5F2DD3wCvP4ji+gqYAnJN26LlaFw9jFYeyuivL6fTiZUrV2Ljxo1prwiTj2w4GldHTCYTSkpKYDKZtG6KlJiPGPNRx2zE8pqPtQiw2OANAev2At4QAIttcDvpUiG8vkQDZkQjp2XLhsWeBOx2O9auXQu73a51U6TEfMSYjzpmI8Z8aDQK/fgRFYKyZcNij4iIKE/0NI8eGQeLPSIioiFyuf6vnubRK3RGGlBk1boBNIiLiIsxHzHmo47ZiDGfRNH1fysrK7Fnzx7MmzcPR44c4fq/SRj1+IkOKFIcNjTsBU6scqc9oEimbDgaF3KMxiUi0pO0R+MWj8dAQ+II1+KGSpgG5Bx1mouRsSM9p95G4xpVKserDPuKo3F1xGw2Y/r06TCbuTuSYT5izEcdsxFjPmLRkZTZHFEZ/fi2tLQULld6HwvKdr0fjx91smUjRysKnM1mw4oVK2Cz2bRuipSYjxjzUcdsxJiPWDSXbOXjcrnw3nvvAQDcbjfa2trSKvhku96Px4862bJhsUdERGkbGBhAY2MjBgYGtG6KbhQVFcX98bfZbCgq4jyDlHscoEFERGnzer1obGzUuhlElAKe2ZOAoijo7OyEohT8WJmkmI8Y81HHbMSMkk+urmWL5qL3fHKFx4862bLhaFxwNC4RUa7lcjRurkZFZvt5k625O/y5RT9ThtGfRpQsV47GpayzWCyYP38+LBaL1k2REvMRYz7qmI0Y8xGf1YmOpJRlRKVsePyoky0bHsESsFqtWLZsGaxWXkKZDPMRYz7qmI2YEfJxuVwoLR1c5SDd6UxcLhemTJmCuro6TJkyJeF7o7noIR8tpmUxwvGTqZGOO9mykaMVREREaXK5XGhra4uNcHW73QgGg6ioqBhxtYvRfG+uJC7P5Ut5tYbotCybNm2C1+vNZTMLnozHzkh4Zo+IiHRp+FQmQOrTmYzme3MhujzXiVXu2PJcA+vadL0eqx6orn8b8gHhIJxWoH4u4LQCCAcHt+sQz+xJQFEUtLa2SjNqRzbMR4z5qGM2YsxHLK+jca1FgMUGbwhYt/ef2yy2we0BT8LHhj6fT/OzSHo/fkZa/7a4vgLjJ5WjodWNX/1HNbqOdcAU8MATACoqKlBeXg63243q6mp0dHTE7Q/ZsmGxJ4FAIIDNmzdr3QxpMR8x5qOO2YgxH7FgMBj3r1Zk/dhQ98fPCAW2KeCBydsDADB5e+I+Uvd4POjpGbyvp6cnYT/Ilg0/xpWAxWJBTU2NNKN2ZMN8xJiPOmYjxnzEZBmNK9tHzlE8ftTJlg2LPQlYrVbU1NRIM2pHNsxHjPmoYzZizEdMT6NxtcDjR51s2bDYIyIiIjIwFntERER54PP54q7/CwaD8Pn0ObqT9IXFngQikQh2796NSCSidVOkxHzEmI86ZiOebJf5iEVzSZZPJpMYezweVFVVYePGjZg+fbrmAyxGq9CPn4GBATQ2NmJgYCDhPtmyYbEngWAwiG3btmk+4ktWzEeM+ahjNqcn2y0uLk64r1DyyXR1ib6+PjQ2NqKvry/hPlGuIidOnMC9996L9vZ2XRd6QOEcP2q8Xi8aGxuTTmItWzYs9iRgs9mwdOnShNFWNIj5iDEfdcxGrFDyybQwC4VC+OijjxAKhXLUMn3T0/GT7+XkZMuGxZ4EzGYzFixYoPnwflkxHzHmo47ZiDEfMeYjpqd8Mi34MyVbNnK0goiIsm6kxdoLATMgYrFHRGRI0VUX3G43gMFVF9ra2rQrdjRYa1S6DEQMthYryUWO2f4KXCgUQnNzM68LUcF8xJiPukLORrTqQnRgQD7zEa01miuiDKLToAy9f/hUKPLko+1KGWoK4fUlGnErIls2LPYkEA6H0dzcrHUzpMV8xJiPOmYjlu98RGuN5pvH4xlxMftCzicVhfD6io64TZds2fBjXAnY7XYsX74cdrtd66ZIifmIMR91zEZMi3wyPVOSzPBJioH0JioeaTF7Hj9izEedbNloWuxdfPHF2L59O9rb26EoCq6++urYfVarFQ8++CDee+89nDp1Cu3t7XjmmWdQXl4e9xyHDx+Goihxt7Vr1+a7K6NiMpkwY8YMmEwmrZsiJeYjxnzUMRsxLfIRzU2WrujZuerqagBAdXV13ETFoy0GefyIyZZPvqdXEZEtG02LPZfLhX379uHWW29NuK+4uBizZ8/Gfffdh9mzZ+M73/kOpk+fju3btyc89t5770VZWVns9thjj+Wj+UREpDHR2bmRikG9GG3RWijyPb2Knmh6zd7OnTuxc+fOpPf19fVh8eLFcdtuu+027N27F1OnTsVnn30W297f34+jR4/mtK1ERKQ/I31UqwepXF9IJKKrARpnnnkmIpEIent747b/93//N+699158+umn+N3vfoeNGzciHA6rPo/dbofD4Yh9PWbMGACAw+FAIBAAMLiuXXSk1tBJEUOhEMLhMOx2e9zpWbXtwWAQkUgk7ucBQCAQgKIocDgcsFgseOmll2CxWAAMnv4d/jm/3++H2WyOGzmmKAoCgQAsFgusVuuI2/PZp+FtH02fLBYLXnzxRYRCIcP0SbQ93T4pioKtW7fCbDbHtVPPfcrWfgqFQti2bRssFkvcfXruU6r7Se1aIbvdDrvdHnv+6O8eh8MhfZ+A5Ptj6Pcl209D+x792dG2D83L4XDE9Wno72az2RzXp+jPjPY7W32KPn7ofrJYLAiFQrHirr+/Hx6PJ24/Df05+dpP0XxCoZDmryeXy4XJkycDGJxPUVGUWF4ulwvjxo0DAEyePDl2X8RhR7IrR+0OO4IDGFWfhv7dyuXrKVW6KfYcDgeamprw3HPPob+/P7b95z//Of7617+iu7sbF154IdavX4/y8nLceeedqs9VW1uLhoaGhO319fWxU+W7d+/Gtm3bcO2112LBggWxxzQ3N6O5uRk33ngjZsyYEdu+detWtLS04I477kBZWVls+6ZNm3DgwAHU19ejqOj08Pmmpib09vZi/fr1sW1LlixBbW0tSkpK4q479Pl8qKurQ1VVFVasWBHb3tnZiQ0bNmDOnDlYtmxZbHtrays2b96MRYsWoaamJrZdiz5F885Gn95++23U1NQYqk/Z3E9r1qwxXJ+ysZ8OHz6M+++/31B9SmU/Df/DEHXPPfdg37592Lx5M77xjW+gpqYGS5Ys0UWfgOT7aWhfk+2n1157LdZ3v98f16fvfve7cfcl69OSJUsS+hT9mRMmTEB/f3/W+nT99dcn7Kdon6I/88orr8SvfvWruP00NIN876e33noL06dP1+z1VFFRgRtuuCF2wsTtdiMcDuOZZ54BgLj79uzZE7uvN2jBnUnOC911111orFuVld8Rb7/9NpYsWZKz15PoxNZQJgBKSo/MMUVRcM011+Dll19OuM9qteKll15CRUUFvv71r8cVe8P953/+JzZt2oQzzjhDtepNdmavvb0d55xzTuy58/kO126345ZbbsEvfvEL9Pf3G+7sSjbetd9yyy2xM7ZG6JNoe7p9MpvNuP322/GLX/wi7roePfcpW/tJURTccccdePLJJ+N+H+i5T6nup3HjxuHgwZR+r1AAACAASURBVIMYrqqqCl1dXfDDhtKJZfj100/ipptvR1/PcSi+fqn7BCTfH9G+VlZWore3N2E/jR07FkeOHEFVVRW6u7vj2l5WVoaPPvoodt/QPjkcjtjvZo/HE+uTYnehdGIZDr23B5Vf/BecOPo5ikyn51NzOp245ZZb8Oijjyb8MR6pT2PGjMHtt9+Oxx57DAMDA3F9jfbzvPPOw9GjR+P209AMon9Hcr2fhv5ujp7BEu0n0fbRvJ7Gjx+veqwDUL3vhA/orU28r2R9FYI9HaP6HWG32/GjH/0Ijz76KBRFydnr6YwzzkBHRwfGjh0rrI2kP7NntVqxbds2VFZW4tJLLxV2BgBaWlpgs9lwzjnn4MMPP0z6mEAgkLQQ9Pv9sXd9UcMvih36HOlsH/68w7dPnjw59r2KoiR9fCQSSbo9HA4nre7VtuerT0ONtk+TJ0+GyWQyVJ9G2p5qnxwOB8rKyhAMBpP+XD32aaTtqfYpmk0gEEi4T699AlLbT6Kf74cNA+vaoDhs+IsTOHbHu/D6gyiur4AJQWn7NNTQ/TH056vtp+jj1H7HD78vEAjAZDLFfjdHPw72KVYM1B2Cz2FDw17g+Mq/wesPAvUVMAU8UOwuuM6YgLq6Ojz1m21JJ44W9am3txf33Xdf0r5G+xmdqDfadsXugt8yuCqI4iyFv98Hkz/xer5c7Kfo72YtX0+i+9Qmz+7r60MgiMFVSxw2rPkXYMPfAK8/iICnDyaM/ndEWVkZTCZT2q+bdPdTKqQu9qKFXlVVFb7xjW/E3pGJVFdXIxwO49ixY3loIRGRDlmLAIsN3hCwbu8/t1lsg9sln8hXc4LsFCBWRDfsBU6scp8uonOUq2J35f1n6olocIsJyPuqLlrRtNhzuVw4//zzY19PmzYNs2bNQnd3Nzo6OvDiiy9i9uzZuOqqq2CxWGIXX3Z3dyMYDGLBggWYP38+3njjDfT39+OCCy7Axo0b8eyzzyYM4iAiotQ5nU6sXLkSGzduzMqceAVBiyKahfuIRCOyTQEPvF3tg3M/drXDFDDmsa7pPHtz5syB2+2OLVK9ceNGuN1u/OQnP8GUKVNw9dVXY+rUqdi3bx86OztjtwsvvBDA4CnNf/u3f8Obb76JDz74AHfffTc2btyI5cuXa9mttAWDQWzatEn19HWhYz5izEcds8kc5yyT7/jJ5uoj2SBbPpnK5kTfUbJlo+mZvTfffFM4u/RIM0//7W9/wwUXXJDtZuVdJBLBgQMHtG6GtJiPGPNRx2xoNGQ7fjJdpzVXZMtHJrJlw7VxJeBwONDY2Kg6VUKhYz5izEcds6HR4PEjxnzUyZYNiz1JDJ07hxIxHzHmo47Z0Gjw+BFjPupkyobFHhERERmabNc75huLPSIiiqPYXVCcpYP/d5ZCsbs0btHg6OC6ujo4nU6tm0I6lItBGHrCYk8CgUAATU1Naa1zV0iYjxjzUcds0hedt+3EKnds3raBdW2aF3xajA5O+/gJ+QYn6bUC9XMBpxVAODi43YD4+lInWzZST6pcKBRFQW9vLxRFipXrpMN8xJiPOmZDo5Hu8WMKeApmkl6Ary8R2bLhmT0JOBwOrF+/XppRO7JhPmLMRx2zSV+0YJnwSDUa5gITHqk29GoMomu5Mjl+TAEPTN7BCXxN3h7D5gbw9SUiWzYs9oiIDCi6JuhQwWAQPt/IHykWUsFSCNdy8XpHYrFHRKRzyf6YR9cEra6uBjC4bnhFRUXcUlFkAClcJ8jVUIjFHhGRjrlcLkyZMgV1dXWYMmUKXK7TAyk8Hg/a2wfX/Wxvb9dtoedyuVBaOjg6uLS0NK6PqTDytBuF9rE7ZcYEQI6rBzU0ZswY9PX1oby8HP39/Zq0weFwwO/3a/Kz9YD5iDEfdUbOxuVyoa2tDTabLbYtGAyOeAZPKR6PgYYjCduLGyphGugCAIwfPx5HjhxBZWUlurq6st/4FKXSx1y2dfjxI2t2op+Zz3y0EO3fcFofu/nIZsyYMejo6MDYsWOF9QvP7EnAZDKhpKRkxLWACxXzEWM+6oyeTVFRUVwRBAA2m02qmftHS8s+6un4UTt7mcs5E/WUT77Jlg2LPQnY7XasXbsWdrtd66ZIifmIMR91zEb/RjPQZLT0dPwkG2iS6zkT9ZRPvsmWDYs9IiKSFgeajIK1CLDY4A0B6/YC3hAAi21wOxUUFntERCQ1j8eDnp7BqWB6enpY6BGlicWeJPLxkYSeMR8x5qOO2dBo8PgRYz7qZMqGy6VJwO/3o66uTutmSIv5iDEfdcymMORqahUeP2LMR51s2fDMngTMZjOmT58Os5m7IxnmI8Z81DGbwpCrVTB4/IgxH3WyZSNHKwqczWbDihUrEqYXSEUhLIMzmnwKAfNRJ1s2hfB6HQ3Z8pHt+JGNLPloOWJbjSzZRLHY0zkug0OkH3y9ijEfygRHbI+MxZ6ByfYumYiIKBc4YluMxZ4EFEVBZ2cnFCW7K9cZ5V1yrvIxCuajjtnQaPD4EWM+6mTLhqNxJRAIBLBhwwatmyEt5iPGfNQxGxoNHj9izEedbNnwzJ4ELBYL5s+fD4vFonVTpMR8xJiPOmZDo8HjR4z5qJMtGxZ7ErBarVi2bBmsVp5oTYb5iDEfdcyGRiPp8RPyAeEgnFagfi7gtAIIBwe3Fxi+vtTJlg2LPSIiSaQ7qCrjKSdYsGTMFPCguL4CEx6pRsNcYMIj1Siur4ApwAEBJC8We0REkkh3UFWmU05EC5byx+ehYS5Q/vg8FixpMAU8MHkHR36avD0JueVqRQ+iTMlxfrHAKYqC1tZWaUbtyIb5iDEfdYWQTaZTTpgCHpgGugf/P9DNQi+JTI+f6IoeRlcIr69MyZYNiz0JBAIBbN68WetmSIv5iDEfdcxGLPoR8PCPgmkQjx8x5qNOtmz4Ma4ELBYLampqpBm1IxvmI8Z81DEbsei6nbKs3ykb0fHDj2r5+hKRLRu+wiVgtVpRU1Mjzagd2TAfMeajjtmIBYNBvPvuu7o4s6dFcSU6fqIf1Xq93ry1JxdGs9ISX1/qZMuGxR4Rkc5lWgh5vV68++67uihYjFJcycYoKy2RmBwlJxGRTrhcLhQVFcW+9vl8KQ2KcLlcKC0tBQCUlpam/H2pKJQBAUSUGRZ7EohEIti9ezcikYjWTZES8xFjPuqynY3L5UJbWxtsNltsWzAYHHG6k+Hf53a7U/q+XOOxI8Z8xJiPOtmy4ce4EggGg9i2bVva180odhcU5+CZAsVZCsXuykXzNJdpPoWC+ajLdjZFRUVxhR4A2Gy2uDN9ya6BSuX7tMBjR8zo+Yz2b4jR8xkN2bJhsScBm82GpUuXJvwxEFHsLgysa8OJVW407AVOrHJjYF2bIQu+TPIpJMxHnRbZ6OkaKB47YkbOJxt/Q4ycz2jJlg2LPQmYzWYsWLAg6fQHqiOlrEWAxQZvCFi3F/CGAFhsg9sNRpQPMR8RPWWjxZl6PeWjBUPnk4W/IYbOZ5Rky0aOVpCqTM8SFMpHvERGUEhn6oko/zhAw4CifzgUhy32h8PrD3LtSyJZDTvLAuD0WRa+ZololHhmTwKhUAjNzc0IhUJpfJMPCAfhtAL1cwGnFUA4OLjdYB/xZpRPAWE+6piNmCgfrhDB42ckzEedbNnwzJ4EwuEwmpub0/oeU8CD4voKjJ9UjoZWN371H9XoOtYBU8ADRadFnZpM8ikkzEcdsxET5cO5+3j8jIT5qJMtG57Zk4Ddbsfy5ctht9vT+j5TwAOTt2fw/94ew35Em2k+hYL5qBspm9EsFZVvuWirTMeOjNcZy5RPRkSfAGWB7vPJIdmyYbEnAZPJhBkzZsBkMmndFCkxHzHmo26kbLI9TUouC5ZcTOkiy7Ej6wAVWfLJVPQToAmPVKNhLjDhkeqsXrut93xySbZsWOxRwcr0TImezgZR/shasFBhU/0EKMdn/UguLPaoYGV6pkRPk+ZSdvl8voQZ8YPBIHw+4w2Myqdcn4GiRMy8sLDYk0AoFMLWrVulGbUjG+YjxnzUZTsbj8eDiooKVFdXAwCqq6s1X992NGQ6dmS8BlmmfHJhtJkbPZ/RkC0bjsaVQDgcRktLi9bNkBbzEWM+6nKRjcfjQU/P4B/Inp4e3RZ6AI+dkTAfMeajTrZseGZPAna7HWvWrEk6aif6UWFpaSlcrsK89keUDzEfEWYjxnzEmI8Y81EnWzYs9iRgMplQVlaWMGrH5XLhvffeAwC43W60tbUVZMGnlg8NYj7qjJKNy+VCaengKN9svvEzSj65wnzEmI862bLhx7gSKyoqgs1mi31ts9lQVFSk64+NiCg9LpcLbW1tsd8FbrcbwWBQ19cKElF+8cweFaRcnSkhyrbhb/qA02/8iIhSwTN7EggGg9i0aVPClA40KJN8XC5X3B9Dn88XOwtitDMlPH7UMRsx2fKRbT1e2fKRDfNRJ1s2PLMnAYfDgSVLlsDhcGjdFClFIhEcOHAAkUgkpcdHi7kjR47EbkOvdzTamZJ08ykkRshGOLffKMmWT3Q9Xq/Xq3VTAMiXTy6MpsAuhHwyJVs2LPY05nK5MG3aNNTV1WHatGn8ODEJh8OBxsbGlIthoxVzI0k3n0JihGxyObefEfLJpULIZzQFdiHkkynZsuHHuBoa/nHinj17dP1xYi4ZtVDLFuajzgjZ5HJuPyPkk0vMR4z5qJMpG57Z01A2zkDJdo2LHuTyYzEiIiLZsNjTOdmucdEDoy15RfnHN1mkJzxeicUeSS8QCKCpqQmBQCBrz2mkJa9ykY9R5CqbrL/JCvmAcBBOK1A/F3BaAYSDg9tziMeOmFHyydVJAaPkkwuyZcNr9kh6iqKgt7cXiqJo3RQpMR91esnGFPCguL4C4yeVo6HVjV/9RzW6jnWkvTB9uvSSj1aYjxjzUSdbNjyzR9JzOBxYv369NKOaZMN81OkpG1PAA5N38GyzyduT80IP0Fc+WmA+YsxHnWzZsNgjIiIi6TmdTtTV1cHpdGrdFN1hsWdEGl3/AxjnxWiUfhARGUVxcTHq6upQXFysdVN0h8WexIZPEZLq9CDR638mPFKNhrnAhEeqUVxfEfexUK6KGaO8GNX6odhdUJyDa+oqzlIodk6CbVQs+InIKFjsSczj8WDmzJkA0p8exBTwwNvVPjgCq6s94fofPRVlfr8ftbW18Pv9Cffl8w+yYndhYF0bTqxyo2EvcGKVGwPr2jQv+ET5FDpRNi6XC6Wlg4V7aWlpwuo1enqNZIrHjhjzEWM+6mTLhsWe5KLzImUyPYhR5uAzmUwoKSmByWRKuC+vf5CtRYDFBm8IWLcX8IYAWGyD2zUkyqfQqWUTXb3G7XYDANxud9z6yVrJ93xoPHbEmI8Y81EnWzYs9kh6drsda9euhd1uT+nxhbZCRrr5FBK1bGRdPznfb9B47IgxHzHmo062bFjskeFouUIGr/PSh0J7Q0BEhY3FHhmSVitkFMJ1XkYw0huCka7nIyLSE66gQbrAMy5izEedWjZqbwii1/NFP+Z1u90IBoOGXT+Zx44Y8xFjPupkyobFHknP7/ejrq5O62ZIi/moyyQb0fV8Riv2eOyIMR8x5qNOtmz4MS6lzOVyYfz48bFbvj7aMpvNmD59Oszm/ByuevsIL9/56AmzEWM+YsxHfB0y81EnWzZytIKkF/1o68iRI7FbvqaqsNlsWLFiRcLZltFKNs3FaKbk0GrC5VzlYwQjZZPvqU5kw2NHjPmIr0NmPupky4bFHqVE1qkqRiPZNBeZ9lPWCZdJLKtTnWi4TCFRLsS9gbVx0JmeaVrsXXzxxdi+fTva29uhKAquvvrq2H1WqxUPPvgg3nvvPZw6dQrt7e145plnUF5eHvccpaWlePbZZ3Hy5En09PTgl7/8pfQfu5FOif6YSzrhMuVPKssUEulFwhvYO9/Ly5tXTl+VG5oWey6XC/v27cOtt96acF9xcTFmz56N++67D7Nnz8Z3vvMdTJ8+Hdu3b4973G9/+1t8+ctfxuWXX46rrroKl1xyCTZv3pyvLlAeKIqCzs5OKIqiaTtk/WMuSz4yync2poAHJu/gCF+Ttyd2bMg6rx+PHbGCzmf4G1gl8c1rLvJRXZfc5oy/TMYmdzEo27Gj6WjcnTt3YufOnUnv6+vrw+LFi+O23Xbbbdi7dy+mTp2Kzz77DDNmzMAVV1yBOXPm4N133wUA3H777dixYwdWr16Njo6OpM9tt9vhcDhiX48ZMwYA4HA4EAgEAACRSATBYBA2my3uAstQKIRwOAy73R63DIra9mAwiEgkEvfzAMR+TjImkyn2+KGzb5vN5riPGBVFQSAQgMVigdVqHXH70D5Fn9dut8NisYzYJ7VZwIdmObRPQ7f7/X6YTKaE5/D7/Sn36dFHH026Pfp/q9Ual3EoFEralpH208j9DMERHvwDbvb1osgUAhwORBx2JLvqy+6wwxSyZ7yfUj32NmzYkHBci449RVEStmdjP2WzT+m+ntT69NBDDyVkI+qT2gXVZrM57jnU+hT9v81mizvuKisrMWnSJLjdbsybNw+dnZ0IhUIwm80p9WnofsnWfgqHw/jZz34W+52j5X6S9diL5pPqftJDn6KE+wnJDe2T0+mEw+GAxWLJWp+i26Kv2WjbI5ethueKtfhzO+C5y43Q/7cetlcfiOvT0Kxl2E8bN27UrI4YTldTr5x55pmIRCLo7e0FAFxwwQXo6emJFXoA8Kc//QmRSATz58/H73//+6TPU1tbi4aGhoTt9fX1sXffu3fvxrZt23DttddiwYIFscc0NzejubkZN954I2bMmBHbvnXrVrS0tOCOO+5AWVlZbPumTZtw4MAB1NfXx1331dTUpPpHZcKECbEh20N3blVVFVasWBH7urOzExs2bMCcOXOwbNmy2PbW1lZs3rwZixYtQk1NTWz70D4tXLgQAHDPPfdg+/btI/apsrIyaVvvueee2ELPQ/s0dHttbS1KSkqwdu3a2Pf5fD7U1dWl3KeOjg488sgjCX3av38/AODKK6/EV77yldj25uZmvPPOOwltGWk/3XXXXSP202KxoKmpCS6XK7afTikO3BlO/L5777kHp44eyXg/pXLsvfDCC4hEIli4cGHKx15vby/Wr18f19Zs7Kds9SmT11OyPj3wwANoamqCx+NBOBxOqU9f+tKXEA6HYbFYYvcFg0FceOGFsdeNqE9vv/02AOC73/0upk6dGtenjz76CABw6623xo6nVPs0tOibNGlSVvbT5ZdfHvemWqv9ZMRjT+996g6YE97A2h12jBtz+thzOBy44YYb8NRTT+Hss8/OSp+uvPJKAKd/50b7dFNlN75ofR5fn/JvuM/6PLad+j+8A8T1yWKxYNOmTRgYGJBiP3388cd48sknc7qfor/XRmICVAv4vFIUBddccw1efvnlpPc7HA689dZbaG1txfe+9z0AgzvphhtuiAsLAI4ePYr6+no89dRTSZ8r2Zm99vZ2nHPOOejv7weQn3dO48aNw5EjRxLaN7Qd48aNw8GDB1FZWYmenp6svRucMGECDh48iKqqKhw7dmzEPo0fPx4HDx5MaGtVVRW6u7sT+jR0+2jfOTkcDjQ0NKC2thahUCiuTyUlJTh06BDOO++82JuAaNtLSkoS2jLSfiovLx+xn8n6FCkeh97axO8rWV8Fk6crp+/aLRYL7r//ftTX18e90zPS2ZVM+xR9/XzlK1+JO9M/Up/OPPNMlJWVYc+ePZg7dy4+/fRT+Hy+lPpks9nw4x//GE888UTcx7Rqx2SqfRr6u6C7uzsr+6m4uBj3338/Ghoa4Pf7eWZv2PaioiI0NDSgoaEBp06dMkSfUt1PEec4DDTE/30qbqiE2Xv62CsvL8f+/ftRVVWFo0ePZqVPkydPxqFDh2KvkWR/h0R/t2Q59ob+3YpEIjnbT2eccQY6OjowduzYWN2QjC7O7FmtVmzbtg0mkwk/+tGPRv18gUAg6elPv98fe7cdNfw6m6HPkc724c8roihK7PFDny8SiSR9nnA4nLS6V9seDAZjzxv9KEfUdrW8ovcla9Pw7UP7NNRo+xT9uDYUCqlmnKyN6e6/ZM8xtE+KReX7/AGY/vmcmeynVNo49GP0ZBmo5ZJse672U1SuX0+i7cPvE/Wpu7s79sv22LFjscmUU+mT3+9HY2Nj0nZEJdtXI/VpaBbZ3E/RnzH0+7TYTzIee9FjIFoIq7VdbbuMfUom079PQ78vW32K/k4f/hoZ+ncolb9bhb6fhpO+2IsWepWVlbj00kvjKtfOzk5MmjQp7vEWiwXjxo1DZ2dnvptKRJQzhT4nIBFlTup59qKFXlVVFRYtWhT3MRoA7Nq1C6WlpZg9e3Zs26WXXgqz2YyWlpZ8N5dyRFEUtLa2SjOqSTbMR110+oaSkhLdT8mU1TkB/4nHjhjzEYvmkq189LZ6kYhsx46mZ/ZcLhfOP//82NfTpk3DrFmz0N3djY6ODrz44ouYPXs2rrrqKlgsFkyePBkA0N3djWAwiNbWVrzyyit4+umncfPNN8Nms+Hxxx/H888/rzoSl/QnEAhwOh0B5pOcy+WKDd7au3cvgsEgKioqDLe+7Wjw2BFjPmLRjyfVPqZMR3T1oug1cm63W9evWdmOHU3P7M2ZMwdutzu2NNXGjRvhdrvxk5/8BFOmTMHVV1+NqVOnYt++fejs7IzdLrzwwthzXHfddWhtbcVrr72GHTt24C9/+QuWL1+uVZcKWq5mW7dYLKipqYkbHUmnFXI+LpcLU6ZMwX333YcpU6bEnQkYvhqK3ld8yYVCPnZSUdD5DJ9E3pS4Gkx00EE21n812ipNsh07mp7Ze/PNN+NGnAwnui+qp6cH1113XTabRRmIzrauOGyx2dZNd2dnwmGr1Yqamhr8+c9/TnmYeSEp1HyGnwlYuXKlrs8EaKFQj51UFXI+0Unkx08qR0OrG7/67kx0D/t9PnSe03zQ03Wrsh07Ul+zZ3SyzqqfkRRmW9cDPe4Tp9OJr33tawW3vJDRzgQQySZuRZhgbgusVH735uK61ULBYk9DHo8HFRUVmDdvHgBg3rx5PCuhseg+qa6uBgBUV1dLv08KtdgjIu0odhci/7xsJ+IsHfW6uXr83asn0k+9YnQejwddXV0AgK6uLh7YSUQiEezevTs2z1XU8JFbPp8vLr9MT/l7PB709Ay+m+3p6ZF+n0RzGZ4P0UjUXls0iPkkF71sp+Ofl+103LYHXn9w1GuF6+13r4hsxw6LPQkMnRiYEgWDQWzbti1uWyojt6Kn/I2Oxw9lKtlri05jPiqGXbYDALD889KdLFynbQSyHTv8GFcCootc9XRBaq7YbDYsXbo07vosXq91Wr4vkibjSPbaotOYD2VKtmNnVMWezWbDF77wBWmGFuuVaPg6L0gdzGXBggVZGd5vRNmc/oByS7Y3b3xtiTEfypRsx05GrXA6nfjlL3+JgYEBfPDBBzj77LMBAD//+c+xdu3arDaQiMgo+OaNDGH4HHxWAOH4eficTifq6uo4cEwSGRV769evx6xZs/D1r389blj0n/70JyxbtixrjSMi0opsZ+GIZBGdg6/88XlomAuUPz4vYXBGcXEx6urqUFycvQn2KXMZFXvXXHMNbrvtNrz11ltx67598MEHOO+887LWuEJhiAvsU5htPdN3eqFQCM3NzfrOJ4cMcfxIqBDOwvG1JcZ81JkCHkT6jwMAIv3HszKBvpHIduxkVOxNnDgRx44dS9jucrmkWfRXT4wwdUb0nd6ER6rRMBeY8PDMhBd/pu/0wuEwmpubpZiFXEZGOH5IG3xtiTEfMf7uUSfbsZNRsffOO+/gyiuvjH0dLfBuuukm7Nq1KzstKyDR0TqyjNrJVK5mW7fb7Vi+fDnsdnvWntNIjHL8UP7xtSXGfMT4u0edbMdORnM11NXV4ZVXXsGXvvQlWK1W/Nd//Re+9KUv4cILL8TChQuz3UbDi64BnMpawIXIZDJhxowZzEcFj5/kossvRf8Qyb7snRb42hJjPmL83aNOtmMnozN7b731Fqqrq2G1WvH+++9j8eLFOHbsGC644AL89a9/zXYbiYjS5vF4MGfOHABcipBILzgwKjcynoX1448/xvLly7PZFpLY8LMkQPIzJUZ5oRqlH4Wuq6sL7777Lj7//HMWekQ6UCgrH+VbRmf2rrjiCixevDhh++LFi/HNb35z1I0qNHoYTZnqItW5GMEYCoWwdevWvOajp5GYejh+tNLf3481a9agv79f66ZISYvXlp4wHzH+7lEn27GTUbH34IMPJl01w2Qy4cEHHxx1owqNXkY0abVIdTgcRktLizSjmmSjl+NHCzx2xJiPGPMRf8rB3z3qZDt2Mir2qqqq8Pe//z1he2trK84///xRN6rQcESTmN1ux5o1a6QZ1SQTxe6CZewkAIBl7CQodpfGLZILjx0x5iPGfMSfcvBvlzrZjp2Mir2TJ0/i3HPPTdh+/vnn87qYDOR7RJNid0Fxlg7+31kqfYFgMplQVlYmzagmWSh2FwbWtaHz9r1o2At03r4XA+va4vZnoS9ZxGNHjPmIMR8xn8+Hd999l6Pck5Dt2Mmo2Hv55Zfx6KOPxhV85513Hh5++GFs3749a42j7IsWCCdWudGwFzixyp1QIJBOWIsAiw3eELBuL+ANAbDYBrf/E5csIqJc8Xq9ePfdd3VxbXOhy6jYW7NmDTweD1pbW/Hxxx/j448/xj/+8Q90dXVh9erV2W4jZVMKBYIIR6kSERHpS0ZTr/T19eHCCy/E5ZdfjlmzZsHr9eK9997D//3f/2W7fQUhGAzG/SszLYbFB4NBbNq0KS6fVKeCocKW7Nih05iPGPMRYz7qZMsm43n2AOCPf/wj/vjHP2arLQUrutwc1xVOLhKJ4MCBA3HbolPBlJeXw+12qMuaNgAAIABJREFUo7q6Gh0dHbxmlOIkO3boNOYjxnzEmI862bJJ+WPc22+/HQ6HI/Z/0Y3SEx2tI8uoHdmUlJTgtddeQ0lJSdx2raaCIf1wOBxobGyM/e6ieMxHjPmIMR91smWT8pm9lStX4re//S38fj9Wrlyp+jhFUfDYY49lpXFEwOCI0vnz58PpdKK3t1fr5pDOFBWldj1qoWI+YsxHLFk+iTM++GAKFN6bcZmOnZSLvaEjb5NNu0KZ44gmIiIyguiMD4rDFpvxwesPori+oiALPlmkPRrXarXio48+wowZM3LRnoLEYo+IiAxhlDM+UG6kXeyFQiGpTk0aQSAQQFNTEwKBgNZNkZKeRiuTXPjaEmM+YsxHjPmoky2bjObZe+KJJ7B27dqk6+NS+hRFQW9vL0fjquBoZcoUX1tizEeM+YgxH3WyZZNRsTd37lx85zvfwaeffoqdO3fipZdeirtRehwOB9avX5+fUTshHxAOwmkF6ucCTiuAcHBwu6Q4WjkzelsWLxfy+trSIeYjxnzEmI862bLJaJ693t5eFnU6ZQp4UFxfgfGTytHQ6sav/qMaXcc6pL1w1uVyobR0sGApLS1FX18fp1hJAS+SJiKiqLSKPZPJhLvuugtf+MIXYLfb8frrr6OhoYGrFuiMKeCByTs4P53J25OXP/6ZDMV3uVxoa2uLrZKxZ88eBINBVFRUsOAbybCLpAGcvkiaxR4RacjpdGLlypXYuHEjBybmSVof4959991obGzEqVOn0N7ejh//+Md44oknctU2MojoWaYTq9yxs0wD69pG/FixqKgobjk0ALDZbBwgRABOL5k3FJfMI5JfcXEx6urqUFxcrHVTCkZaxd7111+PW265Bd/85jdx7bXX4lvf+hauu+46mEymXLWvIPj9ftTW1sLv92vdlNzgUHwpOZ1O1NXVwel0at2UjESXzKusrIzdhp/1Nfxra5SYjxjzEWM+6mTLJq1i7+yzz8aOHTtiX7/22mtQFAVnnXVW1htWSEwmE0pKSlg0U3pGOdjGCO+uPR4Purq6YrfhH+/ztSXGfMSYjxjzUSdbNmkVe1arNeEjkmAwmPBRG6XHbrdj7dq1HG1KaYkOtil/fB4a5gLlj8/jAIxh+NoSYz5izEeM+aiTLZu0B2j8+te/jjstWVRUhKeeeiruHfWSJUuy10LKiYGBATQ2NmJgYEDrptAomAIemP852Macp8E2RESkL2kVe88880zCtmeffTZrjaH88Xq9aGxs1LoZRERElGNpFXvf//73c9WOgscRhES5wdeWGPMRYz5izEedTNlktIIGZZff70ddXZ00o3ZIX6JrL8qyBmO2KXYXisZPQW39fSgaPyWtlUD42hJjPmLMR4z5qJMtGxZ7EjCbzZg+fTrMZjl2h96n5Cg00dFesoz6yqboHI0Ddx9A8OsrMXD3gZTmaIyS7bUlG+YjxnzEmI862bKRoxUFzmazYcWKFdKMajbClByFJHrcpHP86Gbd3FHO0Sjba0s2zEeM+YgxH3WyZZPR2rhkXMPXovX5fJotTRZdIWHoi4UrJIwe180lIiosLPYoZvhatG63W9O1aIeukLBnzx7MmzcPR44c4bq4o8V1c4mICgo/xpWAoijo7OyEoiiatkPGtWg9Hg+6u7sBAN3d3Sz0kogeN1ofPzKS5bUlK+YjxnzEmI862bLhmT0JBAIBbNiwQetmSCu62P3wRe9pEPNRx9eWGPMRYz5izEedbNnwzJ4ELBYL5s+fD4vFonVTpBQdzSTLqCbZ+P1+PPPMM9IM8ZcJX1tizEeM+YgxH3WyZcO/nhKwWq1YtmwZrNbCPdEqmu4lmksh5yMSDAbh9/t5Zi8JvrbEmI8Y8xFjPupky4bFHmnO5XJhypQpqKurw5QpU+BypT4NCNf4JSIiEmOxR5qKjgB2u90ABkcAt7W1pVzwRdf49Xq9uWzmyEI+IByE0wrUzwWcVgDh4OB2Sgkn8yYiyg0WexJQFAWtra3SjNrJp1RGAOthtKkp4EFxfQUmPFKNhrnAhEeq8zZvnVGOn1xM5m2UbHKF+YgxH7Gk+fzzjW+cAnzjK9uxI8eHyQUuEAhg8+bNWjdDWnoZbWoKeGDy9gz+39uTtwmKjXD85GoybyNkk0vMR4z5iCXLJ/rGN26Vm5Cv4CZsl+3Y4Zk9CVgsFtTU1Egzakc2ehqNq8U1hHo/fkb7Ub6I3rPJNeYjxnzE1PIxBTwwDXSdvg0p9HSzVOMoyXbsyP/XswBYrVbU1NRIM2pHNnoajZurawhHGq2s5+Mnl5N56z2bXGM+YsxHLN18oks1nljlji3VOLCuzZAFn2zHDos9Ih3IxfVsRERUGOQoOYlIVa6uZyMiyqfo9XzjJ5WjodWNX/1HNbqOdRTc9XxaYLEngUgkgt27dyMSiWjdFCl5PB68/PLLBVngRK9ni37M6Xa7EQwGUVFREcuDx486ZiPGfMSYj1gm+ZgCHni72gcvd+lqhymg8bRZOSLbscNiTwLBYBDbtm3TuhnS6uvrw3XXXad1MzQhup4tWuzx+FHHbMSYjxjzEcs0n+i1zUYm27HDa/YkYLPZsHTp0oQ/6jSI+YgxH3XMRoz5iDEfMeajTrZsWOxJwGw2Y8GCBbqYWkQLzEcs7XwKaLUPHjtizEeM+YgxH3WyZcOPcYkKDC+SJiIqLHKUnGRsBXQmSS+0Wu2DiIjyj2f2JBAKhdDc3IxQKKR1U3JCfCZp5IlzjZ7PaDEfdcxGjPmIMR8x5qNOtmxY7EkgHA6jublZ62bk1GjOJBVCPqPBfNQxGzHmI8Z8xJiPOtmy4ce4ErDb7Vi+fDnsdrvWTZES8xFjPuqYjRjzEWM+YsxHnWzZsNiTgMlkwowZM2AymbRuipSYj5ih8xnl9Z6GziYLmI8Y8xFjPupky4Yf4xKRtDhymIho9Hhmj4ikxpHDRESjw2JPAqFQCFu3bpVm1I5smI8Y81HHbMSYjxjzEWM+6mTLhsWeBMLhMFpaWhAOh7VuipSYj1gu8nE6nairq4PT6czac2qBx44Y8xFjPmLMR51s2bDYk4DdbseaNWukGbUjG+Yjlot8iouLUVdXh+Li4qw9pxZ47IgxHzHmI8Z81MmWDYs9CZhMJpSVlUkzakc2zEeM+ahjNmLMR4z5iDEfdbJlw2KP8mZgYACNjY0YGBjQuilEREQFQ9Ni7+KLL8b27dvR3t4ORVFw9dVXx91/7bXXorm5GSdOnICiKJg1a1bCc7zxxhtQFCXu9uSTT+arC5QGr9eLxsZGeL1erZtCRERUMDQt9lwuF/bt24dbb71V9f6//OUvWLt2rfB5Nm/ejLKysthtzZo1uWhuzgSDQWzatAnBYFDrpkiJ+YglzWeUkxEbBY8dMeYjxnzEmI862bLRdFLlnTt3YufOnar3P/vsswCAyspK4fMMDAzg6NGjKf9cu90Oh8MR+3rMmDEAAIfDgUAgAACIRCIIBoOw2Wwwm0/XxKFQCOFwGHa7Pe6zeLXtwWAQkUgk7ucBQCAQgKIose2ffPIJbDYb/H4/TCZTwkWdfr8fZrMZNpsttk1RFAQCAVgsFlit1hG3j9Snoc89lM1mi2t/qn0a2na1Pqldz2A2m+Oe5/Dhw4hEImn3Kdv7KZU+ZXM/qV3cO/QYDoVCOHDgwLA+hWBedzZKJ0xGQ6sb/+8P5qHneCdMphACJhMURYk9d/S5hvZp6H3R/ZGrY08k2qdwOIympib4fIPFajr76cMPP9Tk9aSHY89kMsV+9xilT9neT9F8jNSnqGz06ZNPPkEkEjFUn6LbR9unjz/+GJFIJKd9SpUhVtC47rrr8L3vfQ+dnZ343//9X9x3333Cjwpra2vR0NCQsL2+vj5Whe/evRvbtm3DtddeiwULFsQe09zcjObmZtx4442YMWNGbPvWrVvR0tKCO+64A2VlZbHtmzZtwoEDB1BfX4+ioqLY9qamJvT29mL9+vUJbSspKYk7m+nz+VBXV4eqqiqsWLEitr2zsxMbNmzAnDlzsGzZstj21tZWbN68GYsWLUJNTU1s+0h9+u53v5s0rxUrVuDMM8/MSZ/OO++8pD+zuroaV1xxRezrcDiMe+65B1//+tfT6pPe99PChQuT5nPPPffA7/cDAF566SVceeWVOHnyJCZPnhzXpxMnTgAA/p87b409Ptqne+65J+65hvYp+kvlrrvuwqpVq3J67L3zzjtJ+wggYT9VVFSktZ8aGhpQW1sb90syX68nPRx7NTU1WLRokaH6ZMT9JHOfFEVBXV0dzjnnHMP0KVv7KRQK4d5778XVV1+dsz6lOrWLCYCS0iNzTFEUXHPNNXj55ZcT7qusrMQnn3yC6upq7Nu3L+6+H/7whzhy5Ag+//xzzJw5E01NTdizZw+WLFmi+rOSndlrb2/HOeecg/7+fgD5fZfhcDjQ0NCAhoYG9PX1afZusKysDB999FFCXueffz56enrS6tPwtqv1acKECfjkk08Sfua0adPQ19cHALF8amtrEQqFDP9ucGifJkyYgIMHDybkU1VVhe7ubgCAxWLB/fffj/r6+rh3esFgEA6HA6tXr8Zjjz0WewMU7VN5eTkOHjwYe66hfRo3blzsvo6OjpweeyUlJThy5EhCHysrK9Hf3z+q/QQA69evR0NDQ6zYBYx3diXTPhUXF+P++++P5WOEPmVzPxUVFcV+N586dcoQfcrmfhr6uznaHr33aej20eynodlEz3zmok9nnHEGOjo6MHbs2Fj9kozuz+w9/fTTsf/v378fHR0deP3113Huuefi448/Tvo9gUAg6elPv98f9wcBgOrn7WqnT9W2D3/eZNuj/1cUJenjI5FI0u3hcDhpda+2Xa1Pou3Jfm4qfYpS65OiJH+vkW5f87mfovKxn0Ttj/6M6C+AoduivF4v7rvvPtXnGP590T4NvS/bfUrHaPdTNJtkr+1c90kvx170Zwz9Pr33KVv7KfoHN1oIq7VdbbuMfUqGfdJ3n1JhuKlXWlpaAAyejSIiIiIqdIYr9qqrqwEAHR0dGrckdYFAAE1NTWldbFlImI8Y81HHbMSYjxjzEWM+6mTLRtOPcV0uV9wZuGnTpmHWrFno7u7GZ599htLSUpx99tk466yzAADTp08HMHiR5NGjR3Huuefi3//937Fjxw50dXVh5syZ2LhxI9588028//77mvQpE4qioLe3V/UjzULHfMT0lI/T6cTKlSuxcePGvMy3qKdstMB8xJiPGPNRJ1s2mp7ZmzNnDtxuN9xuNwBg48aNcLvd+MlPfgIA+Pa3vw23240dO3YAGByp4na7cfPNNwMYrJwXLVqEV199Fa2trXj44Yfx0ksv4Vvf+pY2HcqQw+HA+vXrk15cTsxnJHrKJ99r7uopGy0wHzHmI8Z81MmWjaZn9t58803hunH/f3t3HhdVvf4B/JmBmQFHFAQFFdPq4pqCYunVrFxKr5ZbJqWZ+5J5uy5dvZolpmKbS2pqLplWprkllakvzV3BBAEXMJcyF1BBFBr24fn9QcyPEc5XUpnznTOf9+v1vF5yZsDnfBjgmTPne2b16tW0evVqxdsvX75MzzzzTAV0BiCHnJycUqvc8vPzbdebAwAAuBvNnbMHoCUWi4UCAwNt56KGhIRQYGAgWSwWlTsDAABngWEPVFV85KokHLmyZ7FYbNc5TE9Pr/BBj41mYk+fon97+hAbzQ/k65rNZvLxKfq6Pj4+ZDY/mK8LAABi0lxUWU1eXl6UkZFBNWvWFF6UsCIVv12Vmnx9fRUvbpuWllZh/6/ZbKaaNWtSXFwchYSEUHJycqmBRoZ81FT8vVH6XtxLPmV9TTaaKWv6ZfI0GWhic6IPjxNl5+ZTpWmBpMu79yHTbDbT5cuXS70cHRgYSB4eHhX6uHP1x87dIB8x5COGfJQ5IhsvL69yXVQZR/YkoNPpyNvbW3j+oiOodZTtbkeuZMlHVg80H3cPIjcDZRcQTf+FKLuAiNwMRdvvg4eHR6n3XjYYDOTh4VGhjzs8dsSQjxjyEUM+ymTLBsOeBIxGI02aNEnxTe8dpfj8sLp169pKhvPDZMlHVs6eT0Wel+js2VQ05COGfMSQjzLZsnH6t0uDB8tisag+3IHrcfR5iQAArgRH9gAcxNPTk6ZMmUKenp5/6zYAAID7gWFPElh9KqaFfEQXFL7fiw1rIZ+KgmzEkI8Y8hFDPspkygarcUmO1biuztFvo6UG0Yrau622vdvtD6ofruRLWeGlV8ZWCq9Luqx7/3/Ls9K7IvYRAEDLsBrXiej1emrQoAHp9a777cjOzqaIiIgyBz3kI4Z8lCEbMeQjhnzEkI8y2bKRowsXZzAYaOTIkaUuTQFFkI/YveaTlZVFERERlJWV9bc+z5nOL8RjRwz5iCEfMeSjTLZsMOwBuCjR0VSR+z2/EAAAHAvDHgAAAICGYdiTADNTSkoKMbv8WpkyIR8x5KMM2YghHzHkI4Z8lMmWDVbjElbjgmPIthq3LOVZjXsvvWA1LgDAg4fVuE7Ezc2NWrVqRW5ubmq3IiXkI4Z8lCEbMeQjhnzEkI8y2bLBsCcBd3d3CgsLI3d3vHtdWbSej9lsJh8fHyIi8vHxIbPZ/Lc+X+v53A9kI4Z8xJCPGPJRJls2cnQB4KLMZjNdvnzZtjw/Li6O8vPzKTAw0OXeH/ZeLwUDAABiOLIHoCIPD49S12EyGAzk4eGhUkfquddLwQAAgBiGPQkwMyUlJUmzakc2yEcM+ShDNmLIRwz5iCEfZbJlg9W4hNW44BhlrTYtzypVpc+tCGquxgUAgL8Hq3GdiJubG3Xu3FmaVTuy0UI+bDQTexYtwmBPH2Lj31uEIaKFfCoKshFDPmLIRwz5KJMtGwx7EnB3d6fOnTtLs2pHNs6eDxvNlDX9MqWOj6PwX4hSx8dR1vTLD2zgc/Z8KhKyEUM+YshHDPkoky0bDHsAFc3dg8jNQNkFRNN/IcouICI3Q9F22RTkEFnzydOdaNrjRJ7uRGTNL9oOAABOSY6REwCkoMuzUKVpgeTp5U2GMaOo0qKlpMu8Rbo817oMDACAlmDYk0BhYSFFRUVRYWGh2q1ICfmIPeh8dHkWykmz0Ozp7xR9/EC+qjrw2BFDPmLIRwz5KJMtG6zGJazGhYolWuHq50nlWqXq6elJ48aNo3nz5ql+HTqsxgUAkANW4zoRg8FAffv2LXVxXSiCfMQXHEY+ypCNGPIRQz5iyEeZbNlg2JOAXq+n1q1bk16Pb0dZnD6fCl704PT5VCBkI4Z8xJCPGPJRJls2OGcPoIIVL3rwrVGTwpPi6PMBIZR2PfmvRQ8SrsgFAABNkWPkBNA4XZ6FdNnpRf/OTsfqVgAAcBgMexIoKCigHTt2UEFBgdqtSAn5iCEfZchGDPmIIR8x5KNMtmywGpewGhcc437eG1cm97Ia12w20+XLl+1OVs7Pz6fAwECyWHCUEwDgXmA1rhMxGo00YsQIMhqNarciJeQj5sh8yvMev56enjRlyhTy9PS0bbNYLBQYGEghISFERBQSEuKQQQ+PHTHkI4Z8xJCPMtmywbAnAZ1ORw0bNiSdzpkvX1txkI+Yo/Ip73v8VqpUiaZMmUKVKlWy226xWCg9vei8xfT0dIcc0cNjRwz5iCEfMeSjTLZsMOwBQPk403v8AgCADYY9AHhgzGYz+fgUvczr4+NDZnPpl3kBAMCxcJ09CRQUFND69eulWbUjG+QjJks+dy7CiIuLU30RhizZyAr5iCEfMeSjTLZsMOxJwGq1UnR0tNptSAv5iMmSj4eHR6m3BjIYDOTh4aHasCdLNrJCPmLIRwz5KJMtG7yMKwGj0UgTJ06UZtWObJCPGPJRhmzEkI8Y8hFDPspkywbDngR0Oh0FBARIs2pHNlrOJycnh/Lz8+225efnU05O+d83V8v53C9kI4Z8xJCPGPJRJls2GPYAVKTW9ecAAMB14Jw9AJVZLBa6cuUKRURE0JUrVyg7O1vtlgAAQEMw7EkgPz+fPvvss1Iv50ERV8gnOzubIiIi7ulzXSGfe4VsxJCPGPIRQz7KZMsGw54ECgsL6cyZM2q3IS3kI4Z8lCEbMeQjhnzEkI8y2bLBOXsSMJlMFBERQSaTSe1WpIR8xJCPMmQjhnzEkI8Y8lEmWzYY9iTh4YG3nBJBPmLIRxmyEUM+YshHDPkokykbDHsAAAAAGoZhDwAAAEDDdETEajehNi8vL8rIyKCaNWtSZmamw/9/nU5HNWrUoOvXrxOzy387StFKPr6+vnTx4kWqW7cupaWlPbCv66h8uJIvZYVfLLW9Unhd0mWl2fbvTiX319PTk8aNG0fz5s1zyCVmtPLYqSjIRwz5iCEfZY7KxsvLi5KTk6lKlSrC+QWrcSXAzHTr1i38sChAPmLOlM/9XGLmXjhTNmpAPmLIRwz5KJMtG7yMKwGTyUSzZ8+WZtWObJCPGPJRhmzEkI8Y8hFDPspkywbDHgAAAICGYdgDAAAA0DAMewAOkpWVRREREZSVlaV2KwAA4EKwGpfUX41LVPT6fm5urir/tzNAPmKOyOdBrMZVAx47YshHDPmIIR9ljsimvKtxcWRPAjqdjry9vUmn06ndipSQjxjyUYZsxJCPGPIRQz7KZMsGw54EjEYjTZo0iYxGo9qtSAn5iCEfZchGDPmIIR8x5KNMtmww7AEAAABoGIY9AAAAAA3DsCeJnJwctVuQGvIRQz7KkI0Y8hFDPmLIR5lM2WA1LsmxGhdAds66GhcAQKuwGteJ6PV6atCgAen1+HaUBfmIIR9lyEYM+YghHzHko0y2bOTowsUZDAYaOXIkGQwGtVuREvIRQz7KkI0Y8hFDPmLIR5ls2WDYAwAAANAwDHsAAAAAGoZhTwLMTCkpKcTs8mtlyoR8xJCPMmQjhnzEkI8Y8lEmWzZYjUtYjQtQHliNCwAgF6zGdSJubm7UqlUrcnNzU7sVKSEfMeSjDNmIIR8x5COGfJTJlg2GPQm4u7tTWFgYubu7q92KlJCPGPJRhmzEkI8Y8hFDPspkywbDHgAAAICGYdgDAAAA0DBVh7127dpRZGQkXblyhZiZevToYXd7r169aMeOHZSamkrMTMHBwaW+hslkokWLFlFqaiplZmbSxo0bqUaNGo7ahQeCmSkpKUmaVTuyQT5iyEcZshFDPmLIRwz5KJMtG1VX43bp0oXatm1LMTExtGXLFurZsydt3brVdvurr75KDz/8MF29epVWrFhBISEhFB8fb/c1Fi9eTN26daNBgwbR7du3adGiRVRYWEhPPvlkufvAalyAu8NqXAAAuTjFatzt27fTO++8Q999912Zt3/11Vc0Y8YM2rVrV5m3V6lShYYOHUrjx4+nPXv2UGxsLA0ePJjatm1LrVq1qsjWHyg3Nzfq3LmzNKt2ZIN8xJCPMmQjhnzEkI8Y8lEmWzZyLBO5R6GhoWQ0Gu2GwTNnztDFixfpn//8J0VHR5f5eUajkUwmk+1jLy8vIip6STgvL4+IiAoLCyk/P58MBoPdGxkXFBSQ1Wolo9FIOp3urtvz8/OpsLDQ7v8jIsrLyyNmJpPJRCaTiTp37kxHjhyhjIwM0ul0ZDQa7e6fm5tLer3e7n32mJny8vLIzc3NbsWP0nZH7tOdvd/PPhXns3fvXiIiTeyTaPvf3afiXyqHDx+2PX4rYp/cTEbKotKMJiPpraZSn2e73Wgkg8GgyveJiGw/W7m5uaX2yRV/nkpuL/m7Jzc3VxP79CC/Tx4eHrZ8/vzzT03s04P8PpX83czMmtinktvv5/tUMhu9Xl9h+1ReTj3sBQQEUG5uLt2+fdtu+7Vr1yggIEDx8yZPnkzh4eGltk+bNo3y8/OJiCgqKoq+/fZb6tWrF7Vu3dp2nx07dtCOHTto0KBB1LBhQ9v29evXU3R0NI0dO9bu//7ss8/ozJkzNG3aNPLw8LBt/+CDD+jWrVs0e/Zs27bw8HCaPHkyeXt706RJk2zbc3JyaMqUKRQUFEQjR460bU9JSaEPP/yQWrZsSWFhYbbtSUlJtGzZMurUqRN17tzZtl2NfSrO+373qZiW9ulBfZ82bdpERESjR48mf3//Ctun/iPepAlWKuWdqVOpsi63zEGLiGjq1Km0b98+Vb5PxT/nJX/e8fP0//v0zDPP2OWjhX2qiO9TeHi45vaJ6MF8n4ppaZ8e1PepWEXuk9Vaxi/lMkjzDhrMXOqcvWJ169al33//vdQ5e6+88gqtWrXKbueJiKKjo2nPnj30v//9r8z/q6wje1euXKF69erZXvN29JG98PBwCg8Px5E9hWdIxYNwQUGBJvZJtP1ejuzNnDmTpk2bVqFH9tzN3pQ+5Tx5mgw0sTnRh8eJsnPzySfiUdLlWahatWp09uxZulNQUBClpqaqdmRv9uzZFB4ejiN7ZexTpUqVaObMmbZ8tLBPD/rIXvHvZhzZK/vIXvHv5uJ+nH2fSm6/3yN7xdkUFhZW2D5Vrly5XOfsOfWRvZSUFDKZTFS1alW7o3v+/v6UkpKi+Hl5eXllHv7Mzc21+4NARLYjfWV9jb+z/c6vW3J7YWEhRUVFUXZ2NhEVPXDKun9hYWGZ261Wa5nTvdJ2R+zTne5nn4rzKSws1Mw+lWd7effJYDBQVFQU5eTklPk5D2qf8jJvUqVpgeRboyaFJ8XR5wNCKO16MuXlWcrsq2S/xX05+vtUnE12dnap/9tVf55Kys/PLzMfZ96nB/l9YmZbPoWFhYq9K22XcZ/Kcq/7VPJ3s1b2qaT72aeS2VT0PpWHUx/Zq1KlCt24cYNeeeUV2rx5MxER1a9fn86cOUOtW7dWPGfvTliNC1B+np6eNG7cOJo3b57tCQoRYTUuAICDOcVqXLPZTMHBwbbr5z388MMUHBxMderUISIiHx8fCg4OpsaNGxMRUYMGDSg4ONh2XlJGRgatXLkG+0BHAAAgAElEQVSS5s6dS8888wy1aNGCVq1aRYcPHy73oCcDg8FAffv2tTtcDP8P+Yg5Op/s7GyKiIiwG/RkhceOGPIRQz5iyEeZbNmoOuy1bNmS4uLiKC4ujoiI5s2bR3FxcfTee+8REVH37t0pLi6Otm3bRkRFJy/GxcXRqFGjbF9j3Lhx9MMPP9CmTZto//79lJKSQr1793b8ztwHvV5PrVu3tntNH/4f8hFDPsqQjRjyEUM+YshHmWzZqHrO3r59++xOQrzT6tWrafXq1cKvkZubS2PGjKExY8Y86PYAAAAAnJ4cIycAAAAAVAgMexIoKCigHTt2UEFBgdqtSAn5iCEfZchGDPmIIR8x5KNMtmykWY2rJqzGBbh/WI0LAOBYTrEaF4oYjUYaMWKE4ttNuTrkI4Z8lCEbMeQjhnzEkI8y2bLBsCcBnU5HDRs2FC5WcWXIRwz5KEM2YshHDPmIIR9lsmWDYQ8AAABAwzDsAQAAAGgYhj0JFBQU0Pr166VZtSMb5COGfJQhGzHkI4Z8xJCPMtmywWpcwmpcgAcBq3EBABwLq3GdiNFopIkTJ0qzakc2yEcM+ShDNmLIRwz5iCEfZbJlg2FPAjqdjgICAqRZtSMb5COGfJQhGzHkI4Z8xJCPMtmywbAHAAAAoGEY9gAAAAA0DAs0SP0FGnq9noKCgujs2bNUWFjo8P9fdshHTJZ8ZFygIUs2skI+YshHDPkoc1Q25V2ggWGP1B/2ALRAxmEPAEDLsBrXiZhMJoqIiCCTyaR2K1JCPmLIRxmyEUM+YshHDPkoky0bDHuS8PDwULsFqSEfMeSjDNmIIR8x5COGfJTJlA2GPQAAAAANw7AHAAAAoGFYoEHqL9DQ6XRUo0YNun79OjG7/LejFOQjJks+Mi7QkCUbWSEfMeQjhnyUOSobLNBwIsxMt27dwg+LAuQjJks+OTk5lJ+fb7ctPz+fcnJyVOpInmxkhXzEkI8Y8lEmWzYY9iRgMplo9uzZ0qzakQ3yEZMlH4vFQoGBgRQSEkJERCEhIRQYGEgWi0W1nmTJRlbIRwz5iCEfZbJlg2EPAB4Yi8VC6enpRESUnp6u6qAHAABFMOwBAAAAaBiGPQAAAAANw2pcUn81LlHR6/u5ubmq/N/OAPmIyZRP8apcWd4mTaZsZIR8xJCPGPJR5ohssBrXieh0OvL29iadTqd2K1JCPmLIRxmyEUM+YshHDPkoky0bDHsSMBqNNGnSJDIajWq3IiXkI4Z8lCEbMeQjhnzEkI8y2bLBsAcAAACgYRj2AAAAADQMw54k1HyXAWeAfMSQjzJkI4Z8xJCPGPJRJlM2WI1LcqzGBdAK2VbjAgBoFVbjOhG9Xk8NGjQgvR7fjrIgHzHkowzZiCEfMeQjhnyUyZaNHF24OIPBQCNHjiSDwaB2K1JCPmLIRxmyEUM+YshHDPkoky0bDHsAAAAAGoZhDwAeqKysLIqIiKCsrCy1WwEAACJyV7sBIGJmSklJIWaXXytTJuQjJls+2dnZFBERoXYbRCRfNrJBPmLIRwz5KJMtG6zGJazGBQAAAOeD1bhOxM3NjVq1akVubm5qtyIl5COGfJQhGzHkI4Z8xJCPMtmywbAnAXd3dwoLCyN3d7yqXhbkI4Z8lCEbMeQjhnzEkI8y2bLBsAcAAACgYRj2AAAAADQMw54EmJmSkpKkWbUjG+QjhnyUIRsx5COGfMSQjzLZssFqXMJqXAAAAHA+WI3rRNzc3Khz587SrNqRDfIRQz7KkI0Y8hFDPmLIR5ls2WDYk4C7uzt17txZmlU7skE+YshHGbIRQz5iyEcM+SiTLRsMewAAAAAahmEPAAAAQMMw7EmgsLCQoqKiqLCwUO1WpIR8xJCPMmQjhnzEkI8Y8lEmWzZYjUtYjQsAAADOB6txnYjBYKC+ffuSwWBQuxUpIR8x5KMM2YghHzHkI4Z8lMmWDYY9Cej1emrdujXp9fh2lAX5iCEfZchGDPmIIR8x5KNMtmzk6AIAAAAAKoQcF4CRROXKlVX5f00mExkMBvLy8iKj0ahKDzJDPmLIRxmyEUM+YshHDPkoc1Q25Z1bsECDiGrVqkVXrlxRuw0AAACAv6127dp09epVxdsx7P2lVq1aqq3E9fLyoitXrlDt2rWxGrgMyEcM+ShDNmLIRwz5iCEfZY7MxsvLSzjoEeFlXJu7BeUImZmZ+IERQD5iyEcZshFDPmLIRwz5KHNENuX5+ligAQAAAKBhGPYAAAAANMyNiMLVbgKIrFYr7d27l6xWq9qtSAn5iCEfZchGDPmIIR8x5KNMpmywQAMAAABAw/AyLgAAAICGYdgDAAAA0DAMewAAAAAahmEPAAAAQMMw7AG4GHd3XEsdAMCVYNgDTfHw8CAiIjc3NyIi0ul0arYjnbCwMIqMjCRPT0+1WwEn0qJFC1q9erXabQDAPcJTfCcTGhpKDz30EGVnZ9OlS5fo1KlTarckjV69etHLL79Mfn5+lJSURG+//TbdunVL7bakMWLECFqyZAllZmbSww8/TKdPn1a7JWm4u7tTQUGB2m1IqVmzZrR//35auXKl2q1Iq169etSnTx+qVKkSJSQk0Hfffad2S1Lx9vYmPz8/IiK6cuUKZWdnq9yRa2KUc9SQIUM4JSWF9+3bx4mJifzrr7/yG2+8oXpfMtTgwYM5IyOD3333XV68eDFHRUXxhAkTVO9Llho+fDjn5eXxiy++yAkJCbxixQrVe5KlgoKCeM6cOdy4cWPVe5GtmjVrxpmZmfzhhx+q3ous9dhjj/GVK1d49+7dHBUVxcnJydylSxfV+5KlmjRpwjExMRwfH8+ZmZn8ySef8KOPPqp6Xy5YqjeAKkc9+eSTfO3aNe7bty/rdDquX78+r1y5kq1WK//vf/9TvT8164UXXuCrV69yr169bNs2bdrEY8aMYSJig8HARMQ6nU71XtWoUaNGcUFBAffu3ZuJiMeMGcOJiYncokUL1XtTux555BFOTk7mjIwM/vTTT7lhw4aq9yRL+fv7c0ZGBn/55ZdMVPRz9MEHH/DGjRt53759/Prrr3NgYKDqfaqd0dmzZ3nWrFlMRFy3bl3evXs39+nTR/XeZKj69etzcnIyf/DBBxwcHMxDhw7lCxcu8IABA1TvzQVL9QZQ5ag33niDt27dardtwIABnJqaylar1WWPYrm7u/OkSZN45syZtqGOiHjPnj0cHR3N0dHRvH//fq5bty4Tud7A17x5cz5//rzdIBwcHMzXrl3jN998U/X+1CxPT0/+4osveO3atTxx4kSOiYnhpUuXYuD7q5o1a8Y7duzgxMREbtKkCX///fe8b98+/uSTT3jDhg0cGxvLn3/+OdeoUUP1XtWq9u3b89GjR9nb29u2bfPmzbx06VKeP38+jxo1SvUe1Sqz2czffPMNL1++3G770qVL+cCBA6zX61Xv0cVK9QZQ5agJEyZwQkIC16xZ07Zt5MiR/PXXX3N4eDhfunSJQ0JCVO9TjfL39+c6derYPv7222/5999/5379+vGAAQN4x44dfObMGa5SpYrqvTq6PDw8uEGDBqW2z5w5ky9duuTSR2Z0Oh2/9tprtqMMgwcPxsB3RzVr1owjIyPZarXytm3buFq1arbbRo8ezRcuXOCnnnpK9T7VqqeffpoLCgq4R48eTEQ8efJkzsvL4y+//JJXrVrFVquVZ8+erXqfalTNmjX5iy++4Oeff56JyDbcjRgxgg8fPqx6fy5YqjeAKkd17dqVT506xTNnzuSuXbvykCFDODc3l7t168bVq1fnX3/9lZ999lnV+3RklXWULiAggL/44guuV6+ebVuXLl342rVrHBwcrHrPstRTTz3F586ds73c5KrPskseDSYiHjp0KB87dsxu4HN3d+eAgADVe3VElfU4aNmyJUdERHCnTp1K3ef69es8depU1ftWqwICAnjZsmVstVr5+++/Z6vVyi+88ILt9v79+/Pt27e5UaNGqveqRrVp08b27+LHzb/+9S/ev3+/3f1q1aqleq8uUKo3gCqjAgIC+KGHHuKHHnrItm3ChAl85MgRvnTpEv/xxx/88ssv2247d+4cjx49WvW+HVElj26WNfAV/1Ipvu3ZZ5/lqKgolzmKFRISwn369OFevXrxP/7xD8X7bdu2jaOiolTvV426c6gp+fGwYcNsA1/Tpk153rx5fPz4cTYajar3XZFVv359nj9/Pu/atYtnzpzJ7dq1s91Wp04du8FYr9dz9erV+fDhw9y9e3fVe3dUVa1alQMCAux+l1SrVo0ff/xx7t69O+/cuZPd3Nxst3Xr1o1Pnz7NtWvXVr13R5SnpydXqVKFfX197baX/D0dFhbG586ds/08TZ06lTdu3Mienp6q96/xUr0B1B316quv8qFDh/jatWt8+PBhfvfdd223PfTQQ1ynTh27ly3r1avHMTExtmfeWq5XXnmFr127xv379y/X/Y1GI0dGRvL69etV790RNXjwYP799985Li6OL1y4wAcOHCj18n7xYNOuXTs+d+4cv/jii6r37YiqW7eu3bmLdz5RKPnx0KFD+ejRo/zbb79xRkaG5hezNGnShG/cuMGrVq3i1atX8969e3nTpk12T6zurGnTpnFSUpLd7yItV9OmTfno0aN8/vx5PnXqFK9du5Z9fHxst7dv354TExPtnmDNmDGDDx48aHc/rVbjxo1569atfPr0ad6zZw9PnDixzPv16dOHExMTbY+hgoIClz0FycGlegOoEtWvXz/OzMzkwYMHc/fu3XnGjBl85MgRfuKJJ0rd12Aw8KOPPsqRkZF85MgRzb8U17FjR75y5QofO3aMExISuF+/for3NRqNHBoaytu2beO4uDh2d3dnIm0v0OjZsyffvHmTw8LCuHLlyvz000/z9u3befz48WXev1q1apySksIzZsxQvfeKrqCgIL5+/TqfO3fObiWgaODbv38/p6Wl8WOPPaZ6/xVZAQEBfOzYMX7//fdt2zp27MjXrl3jf/7zn6Xu36VLF16wYAGnp6e7zKkRderU4eTkZH7//ff5+eef54EDB/LZs2c5ISGBW7VqxTqdjhs2bMiHDh3iTZs28cyZM3nx4sWclpbGzZo1U73/iq5GjRpxamoqz5s3j4cNG8Zz587lo0ePcseOHUvd97nnnuOffvqJZ86cydnZ2Zp/IiVRqd4A6q9q1KgRx8TE8NChQ23b6tSpw5cvX+YRI0aUun+TJk04MjKSf/nlF9swo9WBr1KlSrx8+XJeunQpP/3007x48WI+ffq03cBX8g91+/btedmyZfzjjz/asin58orWqnr16rxlyxaeNm2a3fbFixeXOj+mZIWGhmo6FyJiPz8/3r59O2/bto3Xrl3LBw8e5IEDB5b5uCl+nCxdupStVqvmBz2ionOoNm/eXOo6g/v37y/zEhljx47lzZs3c5MmTVTv3VHVrVs3jo+PtztC5+XlxVFRUXzmzBlbdq+88gqvXbuW4+Li+JtvvnGJjHx8fHjXrl08d+5c27bq1atzfHw8v/3226Xu36tXL7ZarS5xxFyyUr0B1F/1+OOP85o1a7hp06Z229euXctTpkxhIvthzmw2c6tWrWzbtP5Hu3nz5ty5c2cmKhqMlyxZUmrgKy6DwcBNmza1/SHXeja+vr48c+ZM7tChAxP9/wAzYMAAPnjwYJmfU3LI0XI+tWvX5g0bNnCnTp24UaNGvHr16rsOfP379+fQ0FDVe3dEtWjRwu4JZnEdPXpU8ZJOXl5eqvftyBo0aBAnJyfbPi4+f9HNzY1jYmL4yJEjtts8PT3ZZDKxyWRSvW9HVMOGDXndunW2o3jFP0sfffQRL1myhIns/2499dRTfPz48TKvEoCq0FK9AdRfVb169TJfrl23bp3dSyxllVaP6ImqcePGvGTJEk5MTLQNfNWrV7ct9S8uLb90W7JKLuYprn/961988OBBu2HOFd8pouS5Z02aNOE1a9bwwYMHedCgQbbtWh5476V27tzJY8eOtX08evRo7tq1q+p9qVH+/v6cmprK06dPt20rHviCgoL46tWrtmvqucrvm+KqVq1amY+LuXPn8rp168r8HFc4h1G20hNI48aNG3T06NFS241GI3l4eNg+/vHHH2nChAl29yksLKzw/mRz+vRpWrRoEe3Zs4fefvttGjVqFG3evJk+/vhju/sxs0odOtYff/xRapuPjw9VrVqVrFYrERFt376dFi9e7OjWVJecnExERHq9nk6dOkWzZ8+mCxcu0LBhw2jgwIFERLRkyRIaMWKEmm1KJTMzk3Jzc4mIaNasWfTRRx/Rb7/9pnJX6khLS6M5c+bQCy+8QMOHDyciovz8fCIqeq/XS5cuUUBAABG5zu+bYjdv3qRt27aV2p6fn0/u7u62j8PDwykiIoKIiNLT0x3WHxTBsOcE0tPTyWKxEFHRH+tHH32UPvnkE5W7ksOpU6dowYIFFB0dTZ9++il5eHjQY489pnZbUin+g/3DDz9Q3bp1qVOnTip3pJ7iJ0WJiYm2gW/IkCG0d+9eGjp0KMXGxqrcoTx8fHzIzc2NJk2aROPGjaN27dpRYmKi2m2poqCggNavX0/Hjx+nYcOG0b///W/bbVlZWZSammp7QgVF0tPTKS8vj4iKnixMnDiRNm7cqHJXrk31w4socS1ZsoTnzJnDmzZt4l9//dUlFhz8nTKbzZyQkMDR0dG2TJBNUXXs2JEPHz7Me/fu5bNnz+Kxc0c1a9aML1++zDdv3ix1rqwWq/h0jzuvg1ZWbd26lVNTUzkzM9Nlzl+8WzVo0IAXLlzIv/32G69du5ZHjx7Nixcv5tu3b3NQUJDq/clU06dP51WrVvHkyZM5OzubmzdvrnpPLl6qN4C6S33zzTdstVo5NjbWJf9Yi86BcXd350WLFvGJEydcMpu75fPSSy+x1WrlY8eOuUQ+f2eYMRgMPHfuXM7IyND8qsmgoCDu2bMnExVd5+zHH3/k6tWrCz9n1apVnJyc7BIrku8sUTY1atTgHj16cFRUFO/fv5+3b9/uEk8UyptPcc2aNYutVivfvn0bq27lKNUbcNkaOnQoP/fcc3e939ixY3nr1q2aP2pVcmipXr06m83mcn1e48aNXWJF8r3kExwczB9//LHmHzv3Msz4+vrykSNHNH/USqfT8bRp09hqtfJHH33EVqu1zEuq3Fnt27e3e9tBV6mWLVtyZGRkuRYR6HQ6l1l1+3fzGTBgACcmJmr+iZQTleoNuEyV/GPdvHlz3r17NyclJXHr1q2Fn+fv7+8ylxAhIg4PD+cTJ05wfHw879q1q9y/LFxlRfK95qPVx869DjNEpd8bV8v1448/ckFBAS9cuNCWm9o9yVghISFstVrt3o7yznLl7MqTD1HR+936+/ur3i/KVqo34HIVHh7OW7Zs4UOHDnFWVhafOHGCn3nmGdX7UqtK/uIcOHAg37x5k4cNG8ajR4/mnTt3cmpqqste8gH5lL8wzCiXu7s7r1mzhn/++WcuKCjgsLAw1XuSsYqfMM6YMYN//vlnrlWrluo9yVTIx6lL9QZcqkaOHMmZmZncrl079vPz4549e3JkZCTHx8fzU089pXp/ala3bt14+vTp/Nprr9lt/+KLL/jGjRscEBCgeo/IR87CMKNcoaGh3LlzZ9vL/rNnz+aCgoJSR2bKuk6jq1SlSpXsPu7atSufOXOGn3zySSbCEwfko4lSvQGXqhUrVvCXX35pt+2pp57iAwcO8MmTJ8t8L0pXqNDQUE5KSmKLxcKvvvoqE9m/xBYbG8tz5sxRvU/kI19hmFGu3r178/Xr1/ndd9+1vWNB5cqVefbs2Zyfn2/LaPLkyRwZGVnqj7orVGhoKEdFRfHLL79sdx7axo0b+dixY5o9/QH5uFa5EVE4QYXQ6XSltrVt25aaNWtGGzZssF2D6OLFi+Tj40P9+vWj0NBQOn36dJkXyNWyrKwsys/Pp+bNm1OtWrXoq6++osLCQnJzcyOdTkddu3alrKysMi/e6QqQT9l69+5N69ato6tXr9KlS5coLS2NoqOjyc3NjT7++GM6e/YsnTx5kiZPnkwjR46krVu32i6Gq3Vt2rSh9evX0+TJk2nx4sV07do1IiLKy8uj6OhoYmaaP38+PffccxQWFkavvfYaXbp0SeWuHa9p06ZUuXJlmjp1KoWEhFBQUBDt37+ffv/9d2rTpg1lZWXR6dOn1W5TNchHO1SfOLVexe/nSlS0Qun8+fPcr18/u2fRPXr04I0bN/KaNWt4/fr1XLVqVdX7rqi685B/cQ4mk4lHjhzJZ8+eLXX0Mzo62u6NtrVcyKd81aZNG05PT+fhw4eXWhFZuXJlfu+999hqtfLBgwfZYrG43HW+pk+fzlu2bLHbducipi5duvC///1vfuSRR1Tv19F15xGp1q1b84wZM/jixYt8+PBhDg8P55MnT/LixYtV7xX5oB5Aqd6Apqtx48ZstVp52bJltm2rV6/my5cv88iRI7lhw4bs6+vLW7du5alTp/LgwYM1fYHOkoPM+PHj+euvv+bExESeMGECN2rUiPV6PY8ePZovXbrE8fHxvH79el67di3/+uuvLvFyAfIpf2GYEdfy5cs5MjKy1OOKqOhqAK52yZCS1aFDB164cCF/9dVXPHnyZNtlegwGA1epUoUXLVrE69atY6vVynl5eZp+8o18XKZUb0DT5eHhwa+++irfvn2bP/vsM9v2zz77jOPi4vjWrVuclJTEiYmJTERcv359PnPmjO38Gq1WREQEJycn89ixY3n48OF88+ZN3rhxI5vNZjabzfz6669zUlISnzhxgjt27Gj7PFcZaJDP3QvDTFF5eHiw0WjkOnXqsNFotG2fNm0ap6WllbrAdOXKlfn999/nDh06qN67GtWjRw/OysriZcuW8Y4dO/jo0aP822+/ce3ate3uFxAQwIMHD3a568QhH82W6g1ovkwmE/fr148tFovdEb7Q0FB+4YUX+Pnnn7cdkfjkk0/4+PHj5bqgp7NW8WKDVq1a2T7Oz8+3uzaah4cHjxkzhqOionj58uW27a5wLT3kY18YZpSrYcOGvHHjRk5ISOC8vDyOjY3lDz74gImKXv6PiYnhhIQErlGjBhMVPRmYNWsWX7x4kQMDA1Xv39Hl6+vLsbGx/NZbb9m2NWnShLdv387nzp3T9O9d5OPypXoDmqvx48fzrFmz7LaZTCbu378/5+bm8vz580t9Ttu2bXnlypV848YNbtasmer78CCr5B9ooqIrsEdHRzNR0dt5ZWRk8KhRo5io6H1uO3XqxERFf7THjBnDv/zyC69bt071/UA+ji8MM8r12GOPcXp6Oi9cuJCHDBnCPXv25C1btnBOTg5HRkayyWTi4OBgjoqK4ps3b/KBAwf4559/5uvXr3NISIjq/Tuiis93LT7yW7duXU5OTrb9DBEVPUFq1qwZHzt2jF9//XXVe0Y+qAoq1RvQVHl4ePA777zDf/75J0+ePLnUbatWrWKr1cqff/653W2tWrXirVu3au6Q+LPPPstvvfUWP/7447Ztbdq04UuXLvHQoUM5PT3d7hdIhw4deNOmTbaXsc1mM//3v//lffv2afI6cshHuTDMKJefnx/HxMRwREREqe2jR49mi8XCa9assW1/4403ePr06fzWW2+5zPmL1atX5+vXr/NLL71k22Yymfjo0aM8Y8aMUvePioriBQsWqN438kFVUKnegFNX8TOikucM+fr68vjx4zk9PZ3ffvttu/tPmTKFf/jhB/7pp59KnWektXOMBg0axJcuXeJPP/2UW7ZsaXfb119/zVarld955x3bNqPRyJGRkbxhwwa7bMxmM3t7e6u+P8jHcYVhRlwhISGckJDATZo0sb10X/yYqFKlCk+ZMoUtFovt/YJdsXx9fXnFihWck5PD3bt3Z6KiBQYLFy7kQ4cOca9evezuv2nTJn7vvfdU7xv5oCqoVG/AaSssLIxXrlzJQUFBpS5G6ufnx2+99RbfvHmTp0yZwkRFf5S/+eYbHjRokO1+Wr3yeFhYGP/555/80ksvsZeXV6nbW7duzbt37+bz58/zgAED+M033+Tt27fziRMn2N3dXdPZIJ+7F4YZcQ0cOJCzsrIUb69Xrx6np6fzhAkTVO9VzapevTrPnz+frVar7bFSrVo1/umnn/jw4cM8b9487tOnDy9YsIBv3bql+YVxyMelS/UGnLK8vLz47NmzfO3aNY6Pj+fly5eXehurGjVq8Jtvvsm5ubm2Fbfx8fGaXzHp5+fHP//8M48ePdpuu9ls5ieeeIJbtGjBRMRBQUG8cuVKvnjxIu/evZuXL19uy0bLGSGfuxeGGXG1bduWs7KyuHfv3or3iYmJcblrL1aqVKnUk6eAgABesGABW61WW17VqlXjDz/8kA8dOsRnzpzhffv2cXBwsOr9Ix9UBZbqDThl6fV6njVrFo8YMYKbN2/OEyZM4Js3b9quS1R89IWo6ChFeHg4/+c//7H9kdbiqsni8vPz45MnT3KPHj1s20aNGsXffvstW61Wvnr1Ku/atct2252rKbU+yCCfuxeGGXHVrl2bU1JS+LvvvrN7G7jio5/e3t588OBB7t+/v+q9Oqr+8Y9/cGxsLO/fv58HDBjAzz77rO02o9HICxcuZKvVyn369GGiop8jvV7Pfn5+LvE2ccjH5Uv1Bpy2unTpwrdv3+amTZsyUdE5d9OnT2er1cqxsbH83//+t8wTxbX+x9rPz4//+OMPXrZsGbdv3543bNjA8fHx/Omnn3KnTp34xRdf5PPnz/PUqVNdIg/k8/cLw8zdq1evXpyTk8OrV6/mxo0b29323nvv8YULF1zm/YB1Oh3PnDmTrVYrWywWTkhI4HPnzvHRo0d50aJF3KJFC27RogWHh4ez1Wrl5557TvWekQ/KwaV6A05di/epATMAAALUSURBVBYt4kWLFtk+PnnyJG/evJk//PBD3r59O1utVh48eLDqfTq6OnTowOnp6Xzu3Dk+fvw4t2/fnqtVq8ZERX+oY2Njedq0aar3iXzkLQwz4tLr9TxixAjOy8vjxMREXrFiBc+YMYO/+uorTktL0/yK5DvL39+f586dy1u3buU5c+bwI488wu+88w7v3LmTU1JS+PTp0/zDDz9wcnIyW61Wbteuneo9Ix+UA0v1Bpy6hgwZwgcOHGBvb2+OiYnhAwcO2M6JqFWrFvft29clj8wQFR3BqlevXqnt3t7evG/fPh4+fLjqPSIfeQvDTPnqiSee4I0bN/KJEyf4wIEDvGjRIpc9kb5mzZq8cOFCjo6Otl2bsjijnj178rZt2zg+Pp6tVis3atRI9X6RD8qBpXoDTl/R0dFstVp5z549ilcYd9WB787y8/Pj77//no8cOaLp8xaRz4MrDDN3r5KPFS2v0i5PFS84iI6OLnWtU3d3dzYajbb3enXFQj4uW6o34PTVv39/TkhIsK2iRJUuX19fnjRpEn///fccHR1tW8CCgQb5lKcwzKD+Tvn7+/OCBQv4yJEjPGnSJNt2POlGPq5abkQUTnBf0tLS6D//+Q+lpqbSoUOH1G5HSvXr16eBAwfS+fPnKSwsjKxWK7m5uVFhYaHarUkB+Ygxs9otgBOxWCwUGxtLjz76KD399NNUt25d2rt3Lx5Hf0E+rkn1iVMLNWbMGL5x4wbOcxBU1apVbf/GESvkg0JVdPn7+/Pnn3/OO3futC2AQiEfVyzdX/+A+/TII4/Qu+++S4MHD8azIwAASdSoUYOIiK5fv65yJ3JCPq4Bw14F0Ov1ePkNAAAApIBhDwAAAEDD9Go3AAAAAAAVB8MeAAAAgIZh2AMAAADQMAx7AAAAABqGYQ8AAABAwzDsAQAAAGgYhj0AAAAADcOwBwAAAKBhGPYAAAAANOz/APJkK4f6Fx2zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle',title='Title1',style='nightclouds')\n",
    "mpf.plot(df,type='candle',title='Title1\\nTitle2',style='nightclouds')\n",
    "mpf.plot(df,type='candle',title='Title1\\nTitle2\\nTitle3\\nTitle4',style='nightclouds')\n",
    "mpf.plot(df,type='candle',title='Title',style='nightclouds',tight_layout=True)\n",
    "mpf.plot(df,type='candle',title='Title\\nTitle2',style='nightclouds',tight_layout=True)\n",
    "mpf.plot(df,type='candle',title='Title\\nTitle2\\nTitle3\\nTitle4',style='nightclouds',tight_layout=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df.iloc[0:20],type='candle',title='Title1',style='nightclouds',saxbelow=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
